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cs.CL2026
Same Patient, Different Words, Different Diagnosis? Evaluating Semantic Stability in Clinical LLMs
Mahdi Alkaeed, Adnan Qayyum, Nabeel Abo Kashreef +2
Large Language Models (LLMs) are increasingly used in clinical applications. However, their behavior remains highly sensitive to subtle linguistic variations, such as rephrasing or…
cs.CL2025
Open Foundation Models in Healthcare: Challenges, Paradoxes, and Opportunities with GenAI Driven Personalized Prescription
Mahdi Alkaeed, Sofiat Abioye, Adnan Qayyum +6
In response to the success of proprietary Large Language Models (LLMs) such as OpenAI's GPT-4, there is a growing interest in developing open, non-proprietary LLMs and AI foundatio…